W2: Working with data structures

Data types

  • Numeric: 18, -21, 65, 1.25
  • Character: “ATCG”, “Whatever”, “948-293-0000”
  • Logical: TRUE, FALSE

Data structures

Data structures stores information about data types.

Vector is a ordered collection of a data type. Each element of a vector contains a data type, and all elements of a vector must be the same type, such as numeric, character, or logical.

So, you can have numeric vector, character vector, and logical vector.

Defining a vector

staff = c("chris", "shasta", "jeff")
chrNum = c(2, 3, 1)

Using operations on vectors

You can use operations and functions on vectors.

chrNum = chrNum * 3
chrNum 
[1] 6 9 3

Multiplication has a new meaning when used on a numeric vector and numeric data type! This is called operator overloading.

😮

Operator overloading

How about numeric vector multiplied by numeric vector?

chrNum * c(2, 2, 0)
[1] 12 18  0

a numeric vector added to a character vector:

#chrNum + staff

Functions on vectors

How many elements are in this vector?

length(staff)
[1] 3

Subsetting vectors

We subset vectors using the bracket [ ] operation.

Inside the bracket is either a single numeric value or an a numerical indexing vector containing numerical values. They dictate which elements of the vector to return.

staff[2]
[1] "shasta"
staff[c(1, 2)]
[1] "chris"  "shasta"
small_staff = staff[c(1, 2)]
small_staff
[1] "chris"  "shasta"

Subsetting vectors

Alternatively, instead of using numerical indexing vectors, we can use a logical indexing vector.

The logical indexing vector must be the same length as the vector to be subsetted, with TRUE indicating an element to keep, and FALSE indicating an element to drop.

staff[c(TRUE, FALSE, FALSE)]
[1] "chris"
staff[c(TRUE, TRUE, FALSE)]
[1] "chris"  "shasta"
small_staff = staff[c(TRUE, TRUE, FALSE)]
small_staff
[1] "chris"  "shasta"

Explicit vs. implicit subsetting

  • Explicit subsetting: Given a length 10 vector of people’s ages, and subset to the 1st, 3rd, and 9th elements.
age = c(89, 70, 64, 90, 66, 71, 55, 60, 30, 16)
age[c(1, 5, 9)]
[1] 89 66 30
age[c(TRUE, FALSE, FALSE, FALSE, TRUE, FALSE, FALSE, FALSE, TRUE, FALSE)]
[1] 89 66 30
  • Implicit subsetting: Given a length 10 vector of people’s ages, and subset to elements greater than age 50.

Implicit subsetting

We don’t know which elements to subset off the top of our head! If we know which elements are > 50, then we can give the elements for an explicit subset.

Use a comparison operator to create a logical indexing vector:

age > 50
 [1]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE

Can you guess what we do next?

age[age > 50]
[1] 89 70 64 90 66 71 55 60

Implicit subsetting

Subset a vector implicitly, in 3 steps:

  1. Come up with a criteria for subsetting: “I want to subset to values greater than 50”.
  1. Use a comparison operator to create a logical indexing vector that fits this criteria.
age > 50
 [1]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE
  1. Use this logical indexing vector to subset.
age[age > 50]
[1] 89 70 64 90 66 71 55 60

Alternatively,

idx = age > 50
age[idx]
[1] 89 70 64 90 66 71 55 60

Comparison operators:

< less than

<= less or equal than

> greater than

>= greater than or equal to

== equal to

!= not equal to

Subset staff to not have “chris” in it.

staff != "chris"
[1] FALSE  TRUE  TRUE
staff[staff != "chris"]
[1] "shasta" "jeff"  

Dataframes

A dataframe is a spreadsheet such that each column must have the same data type; a bunch of vectors organized as columns.

load(url("https://github.com/fhdsl/Intro_to_R/raw/main/classroom_data/CCLE.RData"))
nrow(metadata)
[1] 1864
ncol(metadata)
[1] 30
dim(metadata)
[1] 1864   30

head(metadata)

View(metadata)

Column names of dataframes

The column name is a character vector that corresponds to the columns of the dataframe.

names(metadata)
 [1] "ModelID"                "PatientID"              "CellLineName"          
 [4] "StrippedCellLineName"   "Age"                    "SourceType"            
 [7] "SangerModelID"          "RRID"                   "DepmapModelType"       
[10] "AgeCategory"            "GrowthPattern"          "LegacyMolecularSubtype"
[13] "PrimaryOrMetastasis"    "SampleCollectionSite"   "Sex"                   
[16] "SourceDetail"           "LegacySubSubtype"       "CatalogNumber"         
[19] "CCLEName"               "COSMICID"               "PublicComments"        
[22] "WTSIMasterCellID"       "EngineeredModel"        "TreatmentStatus"       
[25] "OnboardedMedia"         "PlateCoating"           "OncotreeCode"          
[28] "OncotreeSubtype"        "OncotreePrimaryDisease" "OncotreeLineage"       

Subsetting a column from a dataframe

The dataframe$column_name operation selects for a column by its column name and returns the column as a vector:

metadata$OncotreeLineage[1:5]
[1] "Ovary/Fallopian Tube" "Myeloid"              "Bowel"               
[4] "Myeloid"              "Myeloid"             
metadata$Age[1:5]
[1] 60 36 72 30 30

Challenge!

metadata$Age[metadata$OncotreeLineage == "Myeloid"]
 [1] 36 30 30 64 35 10 77 55 38 35 NA 66 29 63 65  1 64 31 29 71 33 24 58  7 23
[26]  5 47 29 44 73 57 20 77 76 59 35 37 45 40  3 68 46 53 13  0 22  0 62  7 36
[51] 32  0  0 64 64 41 20 63 35 56 37 22 53 33 NA NA  2 28 81 26 52 33 69 51 37
[76]  5 40

Subsetting columns and rows from a dataframe

dataframe[row_idx, col_idx] subsets the dataframe by a row indexing vector row_idx, and a column indexing vector col_idx.

metadata[1:5, c(1, 3)]
     ModelID CellLineName
1 ACH-000001  NIH:OVCAR-3
2 ACH-000002        HL-60
3 ACH-000003        CACO2
4 ACH-000004          HEL
5 ACH-000005   HEL 92.1.7

We can refer to the column names directly:

metadata[1:5, c("ModelID", "CellLineName")]
     ModelID CellLineName
1 ACH-000001  NIH:OVCAR-3
2 ACH-000002        HL-60
3 ACH-000003        CACO2
4 ACH-000004          HEL
5 ACH-000005   HEL 92.1.7

Subsetting columns and rows from a dataframe

We can leave the column index or row index empty to just subset columns or rows.

metadata[1:5, ]
     ModelID PatientID CellLineName StrippedCellLineName Age SourceType
1 ACH-000001 PT-gj46wT  NIH:OVCAR-3            NIHOVCAR3  60 Commercial
2 ACH-000002 PT-5qa3uk        HL-60                 HL60  36 Commercial
3 ACH-000003 PT-puKIyc        CACO2                CACO2  72 Commercial
4 ACH-000004 PT-q4K2cp          HEL                  HEL  30 Commercial
5 ACH-000005 PT-q4K2cp   HEL 92.1.7              HEL9217  30 Commercial
  SangerModelID      RRID DepmapModelType AgeCategory GrowthPattern
1     SIDM00105 CVCL_0465           HGSOC       Adult      Adherent
2     SIDM00829 CVCL_0002             AML       Adult    Suspension
3     SIDM00891 CVCL_0025            COAD       Adult      Adherent
4     SIDM00594 CVCL_0001             AML       Adult    Suspension
5     SIDM00593 CVCL_2481             AML       Adult         Mixed
  LegacyMolecularSubtype PrimaryOrMetastasis               SampleCollectionSite
1                                 Metastatic                            ascites
2                                    Primary haematopoietic_and_lymphoid_tissue
3                                    Primary                              Colon
4                                    Primary haematopoietic_and_lymphoid_tissue
5                                                                   bone_marrow
     Sex SourceDetail  LegacySubSubtype CatalogNumber
1 Female         ATCC high_grade_serous        HTB-71
2 Female         ATCC                M3       CCL-240
3   Male         ATCC                          HTB-37
4   Male         DSMZ                M6        ACC 11
5   Male         ATCC                M6       HEL9217
                                    CCLEName COSMICID PublicComments
1                            NIHOVCAR3_OVARY   905933               
2    HL60_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE   905938               
3                      CACO2_LARGE_INTESTINE       NA               
4     HEL_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE   907053               
5 HEL9217_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE       NA               
  WTSIMasterCellID EngineeredModel TreatmentStatus OnboardedMedia PlateCoating
1             2201                                     MF-001-041         None
2               55                                     MF-005-001         None
3               NA                         Unknown     MF-015-009         None
4              783                  Post-treatment     MF-001-001         None
5               NA                                     MF-001-001         None
  OncotreeCode                  OncotreeSubtype    OncotreePrimaryDisease
1        HGSOC High-Grade Serous Ovarian Cancer  Ovarian Epithelial Tumor
2          AML           Acute Myeloid Leukemia    Acute Myeloid Leukemia
3         COAD             Colon Adenocarcinoma Colorectal Adenocarcinoma
4          AML           Acute Myeloid Leukemia    Acute Myeloid Leukemia
5          AML           Acute Myeloid Leukemia    Acute Myeloid Leukemia
       OncotreeLineage
1 Ovary/Fallopian Tube
2              Myeloid
3                Bowel
4              Myeloid
5              Myeloid
metadata[, c("ModelID", "CellLineName")]
        ModelID               CellLineName
1    ACH-000001                NIH:OVCAR-3
2    ACH-000002                      HL-60
3    ACH-000003                      CACO2
4    ACH-000004                        HEL
5    ACH-000005                 HEL 92.1.7
6    ACH-000006                 MONO-MAC-6
7    ACH-000007                      LS513
8    ACH-000008                      A101D
9    ACH-000009                     C2BBe1
10   ACH-000011                       253J
11   ACH-000012                    HCC-827
12   ACH-000013                  ONCO-DG-1
13   ACH-000014                    Hs 294T
14   ACH-000015                  NCI-H1581
15   ACH-000016                     SLR 21
16   ACH-000017                    SK-BR-3
17   ACH-000018                        T24
18   ACH-000019                       MCF7
19   ACH-000020                 MHH-CALL-2
20   ACH-000021                  NCI-H1693
21   ACH-000022                PA-TU-8988S
22   ACH-000023                PA-TU-8988T
23   ACH-000024                      OPM-2
24   ACH-000025                   CH-157MN
25   ACH-000026                    253J-BV
26   ACH-000027                      GOS-3
27   ACH-000028                      KPL-1
28   ACH-000029                HCC-827-GR5
29   ACH-000030                      PC-14
30   ACH-000031                 Panc 02.13
31   ACH-000032                 MHH-CALL-3
32   ACH-000033                  NCI-H1819
33   ACH-000034                    PLB-985
34   ACH-000035                  NCI-H1650
35   ACH-000036                       U343
36   ACH-000037                      S-117
37   ACH-000038                       EHEB
38   ACH-000039                    SK-N-MC
39   ACH-000040                   U-118 MG
40   ACH-000041                      RD-ES
41   ACH-000042                 Panc 02.03
42   ACH-000043                   Hs 895.T
43   ACH-000044              MDA-MB-134-VI
44   ACH-000045                     MV4-11
45   ACH-000046                       ACHN
46   ACH-000047                       GCIY
47   ACH-000048                   TOV-112D
48   ACH-000049                     HEK TE
49   ACH-000050                   NCI-H929
50   ACH-000051                   TE 617.T
51   ACH-000052                      A-673
52   ACH-000053                 KARPAS-299
53   ACH-000054                    HT-1080
54   ACH-000055                   D283 Med
55   ACH-000056                     DOHH-2
56   ACH-000057                      OPM-1
57   ACH-000058                       ML-1
58   ACH-000059                    SUP-B15
59   ACH-000060                 Panc 10.05
60   ACH-000061                         HH
61   ACH-000062                 RERF-LC-MS
62   ACH-000063                   Hs 616.T
63   ACH-000064                       SALE
64   ACH-000065                   OCI-AML5
65   ACH-000066                    HCC4006
66   ACH-000067                     Hs 683
67   ACH-000068                      REC-1
68   ACH-000069                   Hs 611.T
69   ACH-000070                        697
70   ACH-000071                   Hs 706.T
71   ACH-000072                     MEG-01
72   ACH-000073                 GRANTA-519
73   ACH-000074                      KU812
74   ACH-000075                    U-87 MG
75   ACH-000076                       NCO2
76   ACH-000077                         MJ
77   ACH-000078                  MHH-NB-11
78   ACH-000079                   TE 125.T
79   ACH-000080                       BDCM
80   ACH-000081                      GDM-1
81   ACH-000082        G-292, clone A141B1
82   ACH-000083                   Hs 281.T
83   ACH-000084                     MUTZ-3
84   ACH-000085                      T3M-4
85   ACH-000086                 ACC-MESO-1
86   ACH-000087                    SK-ES-1
87   ACH-000088                   Hs 172.T
88   ACH-000089                   NCI-H684
89   ACH-000090                       PC-3
90   ACH-000091                       OV56
91   ACH-000092                  NCI-H2452
92   ACH-000093                 Panc 05.04
93   ACH-000094                    HPAF-II
94   ACH-000095                   D341 Med
95   ACH-000096                      G-401
96   ACH-000097                    ZR-75-1
97   ACH-000098                       GAMG
98   ACH-000099                       SIMA
99   ACH-000100                      RH-41
100  ACH-000101                      KE-37
101  ACH-000102                     GMS-10
102  ACH-000103                     Caov-4
103  ACH-000104                      Loucy
104  ACH-000105                    ALL-SIL
105  ACH-000106                      JVM-2
106  ACH-000107                    Capan-2
107  ACH-000108                       KP-3
108  ACH-000109                  NCI-H3255
109  ACH-000110               NCC-StC-K140
110  ACH-000111                    HCC1187
111  ACH-000112                     SIG-M5
112  ACH-000113                   OCI-AML2
113  ACH-000114                   SU.86.86
114  ACH-000115                       VCaP
115  ACH-000116                      OAW28
116  ACH-000117                   EFM-192A
117  ACH-000118                     HUP-T3
118  ACH-000119                   Hs 863.T
119  ACH-000120                    CHP-212
120  ACH-000121                  NCI-H2405
121  ACH-000122                    SUP-T11
122  ACH-000123                     COV434
123  ACH-000124                  OCI-LY-19
124  ACH-000125                   TO 175.T
125  ACH-000126                     KG-1-C
126  ACH-000127                     SLR 20
127  ACH-000128                     LN-319
128  ACH-000129                  NCI-H1341
129  ACH-000130                    NALM-19
130  ACH-000131                   Hs 229.T
131  ACH-000132                     JHOS-2
132  ACH-000133                     Hs 729
133  ACH-000134                   Hs 274.T
134  ACH-000135                   Hs 940.T
135  ACH-000136                    CHP-126
136  ACH-000137                    8-MG-BA
137  ACH-000138                    CFPAC-1
138  ACH-000139                 Panc 03.27
139  ACH-000140                   Pfeiffer
140  ACH-000141                    SNU-308
141  ACH-000142                     CAL-29
142  ACH-000143                    HCC2429
143  ACH-000144                 RERF-GC-1B
144  ACH-000145                   SK-LMS-1
145  ACH-000146                      THP-1
146  ACH-000147                      T-47D
147  ACH-000148                    Hs 578T
148  ACH-000149                    SK-N-SH
149  ACH-000150                    HCC2935
150  ACH-000151                        JM1
151  ACH-000152                      M059K
152  ACH-000153                  NCI-H2052
153  ACH-000154                   Hs 888.T
154  ACH-000155                    SW 1990
155  ACH-000156                 MHH-CALL-4
156  ACH-000157                     A4/Fuk
157  ACH-000158                    OCI-LY3
158  ACH-000159                    OS-RC-2
159  ACH-000160                      BT-12
160  ACH-000161                   COR-L105
161  ACH-000162                      GA-10
162  ACH-000163                      SW579
163  ACH-000164                     PANC-1
164  ACH-000165                   Hs 751.T
165  ACH-000166                   Kasumi-6
166  ACH-000167                      KE-97
167  ACH-000168                     NOMO-1
168  ACH-000169                         RD
169  ACH-000170                    PrEC LH
170  ACH-000171                   VMRC-RCZ
171  ACH-000172                      TM-87
172  ACH-000173                    JHUEM-3
173  ACH-000174                     CAL-62
174  ACH-000175                     TE159T
175  ACH-000176                   LOU-NH91
176  ACH-000177                   NCI-H660
177  ACH-000178                    Hs 766T
178  ACH-000179                  NCI-H1618
179  ACH-000180                   Hs 839.T
180  ACH-000181                      SCC-9
181  ACH-000182                    SNU-869
182  ACH-000183                      L-363
183  ACH-000184                  Hs  343.T
184  ACH-000185                   Hs 737.T
185  ACH-000186                  NCI-H2444
186  ACH-000187                   COR-L311
187  ACH-000188                     SCC-25
188  ACH-000189                   RCC10RGB
189  ACH-000190                    HD-MY-Z
190  ACH-000191                    BHT-101
191  ACH-000192                    MFE-280
192  ACH-000193                 KARPAS-620
193  ACH-000194                   Hs 934.T
194  ACH-000195                      Set-2
195  ACH-000196                    HCC1599
196  ACH-000197                     TALL-1
197  ACH-000198                      EOL-1
198  ACH-000199                   Hs 255.T
199  ACH-000200                     NMC-G1
200  ACH-000201                      A-204
201  ACH-000202                   COLO-320
202  ACH-000203                       NH-6
203  ACH-000204                       LP-1
204  ACH-000205                      PK-59
205  ACH-000206                      C8166
206  ACH-000207                Detroit 562
207  ACH-000208                      U-178
208  ACH-000209                   SNU-1079
209  ACH-000210                   CADO-ES1
210  ACH-000211                       Daoy
211  ACH-000212                    CAL-120
212  ACH-000213                     HUP-T4
213  ACH-000214                   Hs 675.T
214  ACH-000215                      LN382
215  ACH-000216                  JH-EsoAd1
216  ACH-000217                      JHH-6
217  ACH-000218                      PL-21
218  ACH-000219                      A-375
219  ACH-000220                       Mino
220  ACH-000221                    SNU-398
221  ACH-000222                     AsPC-1
222  ACH-000223                    HCC1937
223  ACH-000224                   Hs 819.T
224  ACH-000225                      ECC12
225  ACH-000226                     SUP-M2
226  ACH-000227                    KP-N-YN
227  ACH-000228                    BICR 31
228  ACH-000229                   Hs 822.T
229  ACH-000230                   Hs 742.T
230  ACH-000231                     KALS-1
231  ACH-000232                   U-251 MG
232  ACH-000233                        DEL
233  ACH-000234                     Caki-2
234  ACH-000235                 Panc 04.03
235  ACH-000236                     SW1417
236  ACH-000237                     JHOM-1
237  ACH-000238                      SCC-4
238  ACH-000239                     HuG1-N
239  ACH-000240                   Hs 600.T
240  ACH-000241                       JK-1
241  ACH-000242                        RT4
242  ACH-000243                      DAN-G
243  ACH-000244                      DK-MG
244  ACH-000245                      BL-41
245  ACH-000246                     SLR 23
246  ACH-000247                     OCUM-1
247  ACH-000248                      AU565
248  ACH-000249                      CL-11
249  ACH-000250                    KMRC-20
250  ACH-000251                  NCI-H2887
251  ACH-000252                     LS1034
252  ACH-000253                   COLO 201
253  ACH-000254                     SCC-15
254  ACH-000255                       LMSU
255  ACH-000256                     COV318
256  ACH-000257                   COR-L279
257  ACH-000258                     Du4475
258  ACH-000259                      KELLY
259  ACH-000260                    SK-N-AS
260  ACH-000261                 RERF-LC-AI
261  ACH-000262                     UOK101
262  ACH-000263                   KASUMI-1
263  ACH-000264                     Calu-6
264  ACH-000265                       KP-4
265  ACH-000266                    SNU-213
266  ACH-000267                     HDLM-2
267  ACH-000268                    SNU-245
268  ACH-000269                      AM-38
269  ACH-000270                       HPAC
270  ACH-000271                  SU-DHL-10
271  ACH-000272                     SLR 24
272  ACH-000273                      SF539
273  ACH-000274                   Hs 852.T
274  ACH-000275                   Hs 834.T
275  ACH-000276                      HCC38
276  ACH-000277                    HCC1419
277  ACH-000278                     COV362
278  ACH-000279                     EWS502
279  ACH-000280                    SNU-840
280  ACH-000281                       KP-2
281  ACH-000282                  NCI-H1755
282  ACH-000283                      A1207
283  ACH-000284                   Hs 840.T
284  ACH-000285                     Toledo
285  ACH-000286                   SNU-1033
286  ACH-000287                   NU-DUL-1
287  ACH-000288                     BT-549
288  ACH-000289                    SNU-466
289  ACH-000290                   NCI-H209
290  ACH-000291                      OV-90
291  ACH-000292                   NCI-H841
292  ACH-000293                        KLE
293  ACH-000294                       NB-4
294  ACH-000295                       EM-2
295  ACH-000296                    OUMS-23
296  ACH-000297                   NCI-H889
297  ACH-000298                  NCI-H2029
298  ACH-000299                     HNT-34
299  ACH-000300                     SLR 25
300  ACH-000301                    LAMA-84
301  ACH-000302                   SNU-1077
302  ACH-000303                      SNU-5
303  ACH-000304                     WM-115
304  ACH-000305                   EC-GI-10
305  ACH-000306                Hs 688(A).T
306  ACH-000307                       PK-1
307  ACH-000308                     EFO-21
308  ACH-000309                    SK-LU-1
309  ACH-000310                     IMR-32
310  ACH-000311                  NCI-H2122
311  ACH-000312                 SK-N-BE(2)
312  ACH-000313                     KMRC-3
313  ACH-000314                   HCC-2108
314  ACH-000315                 KARPAS-422
315  ACH-000316                    SNU-886
316  ACH-000317                  TUHR14TKB
317  ACH-000318                      TE-10
318  ACH-000319                     MPP 89
319  ACH-000320                       PSN1
320  ACH-000321                     MOLM-6
321  ACH-000322                     HT-144
322  ACH-000323                   42-MG-BA
323  ACH-000324                     JHOC-5
324  ACH-000325                    SNU-620
325  ACH-000326                   JURL-MK1
326  ACH-000327                  NCI-H1395
327  ACH-000328                     LN-215
328  ACH-000329                  CCF-STTG1
329  ACH-000330                     EFM-19
330  ACH-000331                   IST-MES2
331  ACH-000332                       YAPC
332  ACH-000333                    JHOM-2B
333  ACH-000334                         DB
334  ACH-000335                  MSTO-211H
335  ACH-000336                   OCI-AML3
336  ACH-000337                  NCI-H3122
337  ACH-000338                     SR-786
338  ACH-000339                    HCC-461
339  ACH-000340                   Hs 870.T
340  ACH-000341                    SK-N-FI
341  ACH-000342                      CL-14
342  ACH-000343                   NCI-H522
343  ACH-000344                    SNU-668
344  ACH-000345               KP-N-RT-BM-1
345  ACH-000346                      JVM-3
346  ACH-000347                      QGP-1
347  ACH-000348                  RPMI-7951
348  ACH-000349                    HCC1500
349  ACH-000350                   COLO-678
350  ACH-000351                       MKN1
351  ACH-000352                    HCC1428
352  ACH-000353                      TE-15
353  ACH-000354                    Capan-1
354  ACH-000355                    NCI-H82
355  ACH-000356                     MKN-45
356  ACH-000357                     JeKo-1
357  ACH-000358                    NCI-H69
358  ACH-000359                      MG-63
359  ACH-000360                   NCI-H508
360  ACH-000361                   SK-HEP-1
361  ACH-000362                    MOLM-13
362  ACH-000363                    SK-MM-2
363  ACH-000364                     U-2 OS
364  ACH-000365                   SU-DHL-4
365  ACH-000366                    SK-N-DZ
366  ACH-000367                   NCI-H226
367  ACH-000368                   SNU-1105
368  ACH-000369                    MOLM-16
369  ACH-000370                    SNU-626
370  ACH-000371                         RL
371  ACH-000372               P12-ICHIKAWA
372  ACH-000373                      SKM-1
373  ACH-000374                    HCC1143
374  ACH-000375                      G-402
375  ACH-000376                     SF-295
376  ACH-000377                    SNU-478
377  ACH-000378                   NCI-H647
378  ACH-000379                  NCI-H1781
379  ACH-000380                  KMS-12-BM
380  ACH-000381                        T84
381  ACH-000382                    COR-L24
382  ACH-000383                       OE33
383  ACH-000384                     SW 780
384  ACH-000385                   SK-RC-20
385  ACH-000386                       KG-1
386  ACH-000387                       TF-1
387  ACH-000388                   NU-DHL-1
388  ACH-000389                         H4
389  ACH-000390                    LUDLU-1
390  ACH-000391                   MHH-ES-1
391  ACH-000392                     Calu-3
392  ACH-000393                        HLF
393  ACH-000394                  NCI-H2081
394  ACH-000395                   NCI-H520
395  ACH-000396                        J82
396  ACH-000397                        TEN
397  ACH-000398                       RI-1
398  ACH-000399                  NCI-H2196
399  ACH-000400                    SK-CO-1
400  ACH-000401                   COLO-800
401  ACH-000402                      BL-70
402  ACH-000403                   NCI-H747
403  ACH-000404                     K029AX
404  ACH-000405                      MEC-1
405  ACH-000406                      U-937
406  ACH-000407                    SNU-685
407  ACH-000408                       TE-5
408  ACH-000409                     OVSAHO
409  ACH-000410                     Saos-2
410  ACH-000411                      769-P
411  ACH-000412                   SNU-1197
412  ACH-000413                   Hs 739.T
413  ACH-000414                  NCI-H1944
414  ACH-000415                     BICR 6
415  ACH-000416                   NCI-H838
416  ACH-000417                 Panc 08.13
417  ACH-000418                    SW 1353
418  ACH-000419                   KMS-28BM
419  ACH-000420                    SNU-449
420  ACH-000421                      SW837
421  ACH-000422                    SNU-475
422  ACH-000423                   SK-MEL-3
423  ACH-000424                      TC-71
424  ACH-000425                    UACC-62
425  ACH-000426                     KMS-20
426  ACH-000427                    NCI-N87
427  ACH-000428                      UO-31
428  ACH-000429                      A-704
429  ACH-000430                     TYK-nu
430  ACH-000431                  NCI-H1694
431  ACH-000432                     BV-173
432  ACH-000433                     Caki-1
433  ACH-000434                  NCI-H1915
434  ACH-000435                    EFE-184
435  ACH-000436                    OCI-My7
436  ACH-000437                    SW 1088
437  ACH-000438                      Lu-65
438  ACH-000439                       ME-1
439  ACH-000440                       CA46
440  ACH-000441                       SH-4
441  ACH-000442                RERF-LC-Sq1
442  ACH-000443                     OVKATE
443  ACH-000444                       LU99
444  ACH-000445                     KNS-60
445  ACH-000446                  KP-N-SI9s
446  ACH-000447                  NCI-H2228
447  ACH-000448                  NCI-H1666
448  ACH-000449                     MES-SA
449  ACH-000450                     MEL-HO
450  ACH-000451                  NCI-H2085
451  ACH-000452                       TE-8
452  ACH-000453                     MOLP-2
453  ACH-000454                     HCC-95
454  ACH-000455                     LN-428
455  ACH-000456                     B-CPAP
456  ACH-000457                     CAL-54
457  ACH-000458                        CJM
458  ACH-000459                  TUHR10TKB
459  ACH-000460                      SNU-8
460  ACH-000461                   SNU-1196
461  ACH-000462                     NALM-1
462  ACH-000463                   NCI-H460
463  ACH-000464                      CAS-1
464  ACH-000465                   SK-MEL-1
465  ACH-000466                    SNU-216
466  ACH-000467                     HCC-56
467  ACH-000468                     PK-45H
468  ACH-000469                      YH-13
469  ACH-000470                     SW1463
470  ACH-000471                       Li-7
471  ACH-000472                      HSC-2
472  ACH-000473                     RT-112
473  ACH-000475                      huH-1
474  ACH-000476                      JHH-4
475  ACH-000477                   Malme-3M
476  ACH-000478                    SNU-387
477  ACH-000479                     KNS-81
478  ACH-000480                      HuH-7
479  ACH-000481                  NCI-H2170
480  ACH-000482                 RERF-LC-KJ
481  ACH-000483                    SNU-182
482  ACH-000484                   VMRC-RCW
483  ACH-000485                        GSU
484  ACH-000486                   KU-19-19
485  ACH-000487                      F-36P
486  ACH-000488                      TE-11
487  ACH-000489                     SW1116
488  ACH-000490                      SF767
489  ACH-000491                   NCI-H716
490  ACH-000492                     MUTZ-5
491  ACH-000493                    SNU-423
492  ACH-000494                       OELE
493  ACH-000495                   TUHR4TKB
494  ACH-000496                  NCI-H1792
495  ACH-000498                       KO52
496  ACH-000499                        EW8
497  ACH-000500                     SNU-46
498  ACH-000501                      LS123
499  ACH-000502                   TCC-PAN2
500  ACH-000503                    BICR 16
501  ACH-000504                      SNB75
502  ACH-000505                        RKN
503  ACH-000506                   NCI-H146
504  ACH-000507                      KE-39
505  ACH-000508                    COR-L88
506  ACH-000509                     HuT 78
507  ACH-000510                  NCI-H1299
508  ACH-000511                     Calu-1
509  ACH-000512                       INA6
510  ACH-000513                   SNU-1272
511  ACH-000514                  NCI-H1092
512  ACH-000515                     HCC-33
513  ACH-000516                     CAL-78
514  ACH-000517                    SNU-410
515  ACH-000518                     CAL-33
516  ACH-000519                       PEER
517  ACH-000520                        59M
518  ACH-000521                  NCI-H2030
519  ACH-000522                    UM-UC-3
520  ACH-000523                  NCI-H1184
521  ACH-000524                  KURAMOCHI
522  ACH-000525                  NCI-H2171
523  ACH-000526                   Hs 821.T
524  ACH-000527                      OVISE
525  ACH-000528                      ABC-1
526  ACH-000529                      T1-73
527  ACH-000530                    DMS 114
528  ACH-000531                       RS-5
529  ACH-000532                     SNU-61
530  ACH-000533               NCI-H2004 RT
531  ACH-000534                  WSU-DLCL2
532  ACH-000535                     BxPC-3
533  ACH-000536                      BT-20
534  ACH-000537                    SNU-761
535  ACH-000538                     HUTU80
536  ACH-000539                   Hs 618.T
537  ACH-000540                   Hs 606.T
538  ACH-000541                     KMS-34
539  ACH-000542                     Hey-A8
540  ACH-000543                    SNU-489
541  ACH-000544                       OE21
542  ACH-000545                    VM-CUB1
543  ACH-000546                      HSC-4
544  ACH-000547                    HT-1197
545  ACH-000548                        BHY
546  ACH-000549                   SNU-1076
547  ACH-000550                     IGR-39
548  ACH-000551                      K-562
549  ACH-000552                      HT-29
550  ACH-000553                       Sq-1
551  ACH-000554                   UACC-893
552  ACH-000555                      A-498
553  ACH-000556                       SIHA
554  ACH-000557                    AML-193
555  ACH-000558                      A-172
556  ACH-000559                  NCI-H1836
557  ACH-000560                      ECC10
558  ACH-000561                        T.T
559  ACH-000562                     HCC-78
560  ACH-000563                      EBC-1
561  ACH-000564                     KHM-1B
562  ACH-000565                      RCM-1
563  ACH-000566                    SW-1710
564  ACH-000567                      ST486
565  ACH-000568                   UACC-812
566  ACH-000569                   IST-MES1
567  ACH-000570                       YKG1
568  ACH-000571                       T98G
569  ACH-000572                      G-361
570  ACH-000573                 MDA-MB-436
571  ACH-000574                    FU-OV-1
572  ACH-000575                    HCC-364
573  ACH-000576                     KMS-27
574  ACH-000577                      JHH-2
575  ACH-000578                   HCC-1171
576  ACH-000579                   UACC-257
577  ACH-000580                        C32
578  ACH-000581                     SNU-16
579  ACH-000582                   COLO 741
580  ACH-000583                      MC116
581  ACH-000584                     JHOS-4
582  ACH-000585                  EPLC-272H
583  ACH-000586                  NCI-H1876
584  ACH-000587                  NCI-H1975
585  ACH-000588                     KMS-26
586  ACH-000589                  NCI-H1437
587  ACH-000590                  NCI-H2073
588  ACH-000591                     LN-235
589  ACH-000592                      TM-31
590  ACH-000593                      BC-3C
591  ACH-000594                    DMS 153
592  ACH-000595                     LN-229
593  ACH-000596                 LCLC-97TM1
594  ACH-000597                    TTC-709
595  ACH-000598                   KMS-21BM
596  ACH-000599                 PA-TU-8902
597  ACH-000600                     SLR 26
598  ACH-000601                 MIA PaCa-2
599  ACH-000602                      M-07e
600  ACH-000603                        BEN
601  ACH-000604                      KYO-1
602  ACH-000605                       TE-6
603  ACH-000606     PE/CA-PJ34 (clone C12)
604  ACH-000607                      KYM-1
605  ACH-000608                     COV644
606  ACH-000609                      SF126
607  ACH-000610                  NCI-H2227
608  ACH-000611                   SU-DHL-6
609  ACH-000612                    HuT 102
610  ACH-000613                        HOS
611  ACH-000614                    RVH-421
612  ACH-000615                  SK-MEL-28
613  ACH-000616                    Hs 746T
614  ACH-000617                    OVCAR-4
615  ACH-000618                   SNU-1041
616  ACH-000619                 PE/CA-PJ15
617  ACH-000620                      JHH-1
618  ACH-000621                 MDA-MB-157
619  ACH-000622                     KNS-42
620  ACH-000623                    SNU-201
621  ACH-000624                    HCC1806
622  ACH-000625                Hep 3B2.1-7
623  ACH-000626                     U266B1
624  ACH-000627                  LCLC-103H
625  ACH-000628                   NCI-H596
626  ACH-000629                   IOMM-Lee
627  ACH-000630                       YD-8
628  ACH-000631                       KS-1
629  ACH-000632                   Hs 944.T
630  ACH-000633                       FU97
631  ACH-000634                     LN-340
632  ACH-000635                    SNU-119
633  ACH-000636                  RPMI-8402
634  ACH-000637                   KYSE-520
635  ACH-000638                   NCI-H441
636  ACH-000639                   NCI-H211
637  ACH-000640                  SK-MEL-31
638  ACH-000641                        CMK
639  ACH-000642                       HMEL
640  ACH-000643                     HDQ-P1
641  ACH-000644                   COLO 829
642  ACH-000645                       JL-1
643  ACH-000646                     OVMANA
644  ACH-000647                       TE-1
645  ACH-000648                    NCI-H28
646  ACH-000649                      786-O
647  ACH-000650                     IGR-37
648  ACH-000651                     SW 620
649  ACH-000652                     SUIT-2
650  ACH-000653                      JJN-3
651  ACH-000654                       Raji
652  ACH-000655                      SF268
653  ACH-000656                   SU-DHL-8
654  ACH-000657                      A2780
655  ACH-000658                     KMS-18
656  ACH-000659                   SCLC-21H
657  ACH-000660                   SU-DHL-5
658  ACH-000661                     WM1799
659  ACH-000662                    COR-L23
660  ACH-000663                     OVTOKO
661  ACH-000664                   SU-DHL-1
662  ACH-000665                   SK-MES-1
663  ACH-000666                  NCI-H1355
664  ACH-000667                     HCC-44
665  ACH-000668                      HCC70
666  ACH-000669                     SW 900
667  ACH-000670                      SBC-5
668  ACH-000671                      HuH-6
669  ACH-000672                      IA-LM
670  ACH-000673                     LN-443
671  ACH-000674                     NUGC-4
672  ACH-000675                  NCI-H1734
673  ACH-000676                     LN-464
674  ACH-000677                    SW 1573
675  ACH-000678                       MKN7
676  ACH-000679                      OE-19
677  ACH-000680                      SW948
678  ACH-000681                       A549
679  ACH-000682                   SNU-1066
680  ACH-000683                    SNU-503
681  ACH-000684                     KMRC-1
682  ACH-000685                       L3.3
683  ACH-000686                    SNU-878
684  ACH-000687                       CI-1
685  ACH-000688                        OV7
686  ACH-000689                      RH-18
687  ACH-000690                   HCC-2814
688  ACH-000691                    HCC2157
689  ACH-000692                    SNU-899
690  ACH-000693                   KYSE-180
691  ACH-000694                       TE-9
692  ACH-000695                    COR-L47
693  ACH-000696                    OVCAR-8
694  ACH-000697                     A3/KAW
695  ACH-000698                     DMS 53
696  ACH-000699                    HCC1395
697  ACH-000700                  NCI-H2882
698  ACH-000701                     RMUG-S
699  ACH-000702                     L-1236
700  ACH-000703                     DMS 79
701  ACH-000704                      OAW42
702  ACH-000705                      LC-1F
703  ACH-000706                       EKVX
704  ACH-000707                     P3HR-1
705  ACH-000708                    SNU-283
706  ACH-000709                     KMRC-2
707  ACH-000710                   NCI-H854
708  ACH-000711                     JIMT-1
709  ACH-000712                   HCC-1833
710  ACH-000713                     Caov-3
711  ACH-000714                     KMS-11
712  ACH-000715                   SNU-1214
713  ACH-000716                 TT2609-C02
714  ACH-000717                  COLO-680N
715  ACH-000718                  NCI-H2291
716  ACH-000719                      RMG-I
717  ACH-000720                     TCCSUP
718  ACH-000721                    HMC-1-8
719  ACH-000722                     SNU-C1
720  ACH-000723                     YD-10B
721  ACH-000724                    HT-1376
722  ACH-000725                     HCC202
723  ACH-000726                      TE-14
724  ACH-000727                  NCI-H2066
725  ACH-000728                   KASUMI-2
726  ACH-000729                  NCI-H1963
727  ACH-000730                   SK-MEL-5
728  ACH-000731                   HCC-2279
729  ACH-000732      PE/CA-PJ41 (clone D2)
730  ACH-000733                  NCI-H1838
731  ACH-000734                      JHH-5
732  ACH-000735                 PE/CA-PJ49
733  ACH-000736                    SNU-601
734  ACH-000737                  NCI-H1385
735  ACH-000738                       GB-1
736  ACH-000739                     Hep G2
737  ACH-000740                      A-253
738  ACH-000741                     U-BLC1
739  ACH-000742                       DM-3
740  ACH-000743                    COR-L95
741  ACH-000744                  NCI-H1623
742  ACH-000745                     MOLP-8
743  ACH-000746                        GSS
744  ACH-000747                  NCI-H1703
745  ACH-000748                     SJSA-1
746  ACH-000749                    DMS 273
747  ACH-000750                   LOX IMVI
748  ACH-000751                     OCI-M1
749  ACH-000752                   NCI-H196
750  ACH-000753                     JMSU-1
751  ACH-000754                      L-428
752  ACH-000755                    HCC2218
753  ACH-000756                       GI-1
754  ACH-000757                       A427
755  ACH-000758                      MKN74
756  ACH-000759             MDA-MB-175-VII
757  ACH-000760                     LNZ308
758  ACH-000761                     NUGC-2
759  ACH-000762                      YD-38
760  ACH-000763                      MM1-S
761  ACH-000764                   SH-10-TC
762  ACH-000765                    WM-983B
763  ACH-000766                  NCI-H1648
764  ACH-000767                   NCI-H526
765  ACH-000768                 MDA-MB-231
766  ACH-000769                       LK-2
767  ACH-000770                    P31/FUJ
768  ACH-000771                    BICR 56
769  ACH-000772                   TE 441.T
770  ACH-000773                      Ki-JK
771  ACH-000774                RERF-LC-Ad2
772  ACH-000775                   NCI-H727
773  ACH-000776                     ONS-76
774  ACH-000777                    KYSE-30
775  ACH-000778                      HSC-3
776  ACH-000779                           
777  ACH-000780                  NCI-H1105
778  ACH-000781                  NCI-H2023
779  ACH-000782                        SEM
780  ACH-000783                     CAMA-1
781  ACH-000784                    KYSE-70
782  ACH-000785                  NCI-H2126
783  ACH-000786                      Daudi
784  ACH-000787                    LXF-289
785  ACH-000788                      A2058
786  ACH-000789                   NCI-H810
787  ACH-000790                     SHP-77
788  ACH-000791                RERF-LC-Ad1
789  ACH-000792                   BFTC-909
790  ACH-000793                   KATO III
791  ACH-000794                    BICR 22
792  ACH-000795                    MOLT-13
793  ACH-000796                       MCAS
794  ACH-000797                      HLF-a
795  ACH-000798                      CL-40
796  ACH-000799                    Hs 695T
797  ACH-000800                   NCI-H446
798  ACH-000801                   Hs 936.T
799  ACH-000802                   BFTC-905
800  ACH-000803                   COLO 668
801  ACH-000804                       NB-1
802  ACH-000805                   COLO-679
803  ACH-000806                      L-540
804  ACH-000807                    SNU-738
805  ACH-000808                      HuH28
806  ACH-000809                   KYSE-410
807  ACH-000810                  SK-MEL-30
808  ACH-000811                    SK-OV-3
809  ACH-000812                   COLO-783
810  ACH-000813                     T3M-10
811  ACH-000814                   Hs 939.T
812  ACH-000815                      KM-H2
813  ACH-000816                   NCI-H524
814  ACH-000817                  RPMI 8226
815  ACH-000818                     BT-483
816  ACH-000819                      LN-18
817  ACH-000820                      SW403
818  ACH-000821                        EJM
819  ACH-000822                  SK-MEL-24
820  ACH-000823                   KYSE-140
821  ACH-000824                   KYSE-510
822  ACH-000825                     HOP-92
823  ACH-000826                    CAL-12T
824  ACH-000827                     WM-793
825  ACH-000828                   ZR-75-30
826  ACH-000829                      HuNS1
827  ACH-000830                  NCI-H1436
828  ACH-000831                    HEC-50B
829  ACH-000832                     CAL 27
830  ACH-000833                      RH-30
831  ACH-000834                    UM-UC-1
832  ACH-000835                        GCT
833  ACH-000836                      YD-15
834  ACH-000837                   NCI-H322
835  ACH-000838                      AMO-1
836  ACH-000839                     SCaBER
837  ACH-000840                    HCC-366
838  ACH-000841                  NCI-H2087
839  ACH-000842                     SW 480
840  ACH-000843                       HARA
841  ACH-000844                    DMS 454
842  ACH-000845                  NCI-H1373
843  ACH-000846                       FaDu
844  ACH-000847                     HGC-27
845  ACH-000848                      JHH-7
846  ACH-000849                 MDA-MB-468
847  ACH-000850                   Hs 698.T
848  ACH-000851                    MOR/CPR
849  ACH-000852                  NCI-H1435
850  ACH-000853                   NCI-H661
851  ACH-000854                    OCI-MY5
852  ACH-000855                   KYSE-150
853  ACH-000856                     CAL-51
854  ACH-000857                   CAL-85-1
855  ACH-000858                     KNS-62
856  ACH-000859                    HCC1954
857  ACH-000860                   NCI-H358
858  ACH-000861                     HOP-62
859  ACH-000862                     KMBC-2
860  ACH-000863                 DBTRG-05MG
861  ACH-000864                   COLO 684
862  ACH-000865                   KYSE-450
863  ACH-000866                  NCI-H1048
864  ACH-000867                  ChaGo-K-1
865  ACH-000868                   HCC-1195
866  ACH-000869                  NCI-H1568
867  ACH-000870                  NCI-H1930
868  ACH-000871                   NCI-H510
869  ACH-000872                     HCC515
870  ACH-000873                   KYSE-270
871  ACH-000874                     RS4;11
872  ACH-000875                  NCI-H2347
873  ACH-000876                 MDA-MB-415
874  ACH-000877                        EB1
875  ACH-000878                     HCC-15
876  ACH-000879                    MFE-296
877  ACH-000880                        AGS
878  ACH-000881                   MEL-JUSO
879  ACH-000882                      IGR-1
880  ACH-000883                    SW 1783
881  ACH-000884                MDA-MB-435S
882  ACH-000885                    TOV-21G
883  ACH-000886                  NCI-H2009
884  ACH-000887                     SF-172
885  ACH-000888                  NCI-H1793
886  ACH-000889                      KMM-1
887  ACH-000890                    SW 1271
888  ACH-000891                   HCC-1438
889  ACH-000892                  NCI-H1563
890  ACH-000893                  NCI-H1651
891  ACH-000894                  NCI-H1869
892  ACH-000895                      CL-34
893  ACH-000896                      647-V
894  ACH-000897                    FTC-238
895  ACH-000898                    SNU-719
896  ACH-000899                      WM-88
897  ACH-000900                    NCI-H23
898  ACH-000901                   HCC-1359
899  ACH-000902                    CAL-148
900  ACH-000903                    FTC-133
901  ACH-000904                  NCI-H2106
902  ACH-000905                       5637
903  ACH-000906                       ES-2
904  ACH-000907                    SNU-349
905  ACH-000908                    SNU-520
906  ACH-000909                    JHUEM-2
907  ACH-000910                 MDA-MB-453
908  ACH-000911                     NUGC-3
909  ACH-000912                  NCI-H2286
910  ACH-000913                      ESS-1
911  ACH-000914                         HT
912  ACH-000915                    IPC-298
913  ACH-000916                  NCI-H1573
914  ACH-000917                       TE-4
915  ACH-000918                    MOLT-16
916  ACH-000919                       IM95
917  ACH-000920                     CML-T1
918  ACH-000921                NCI-H157-DM
919  ACH-000922                    RCH-ACV
920  ACH-000923                      BCP-1
921  ACH-000924                  NCI-H2172
922  ACH-000925                      DV-90
923  ACH-000926                      HT-55
924  ACH-000927                     BT-474
925  ACH-000928                    JHUEM-1
926  ACH-000929                  NCI-H2110
927  ACH-000930                    HCC1569
928  ACH-000931                       HMCB
929  ACH-000932                      SNU-1
930  ACH-000933                    SNU-324
931  ACH-000934                 MDA-MB-361
932  ACH-000935                      MDST8
933  ACH-000936                     EFO-27
934  ACH-000937                     PF-382
935  ACH-000938                     NALM-6
936  ACH-000939                    SK-UT-1
937  ACH-000940                     AN3 CA
938  ACH-000941                    HEC-1-B
939  ACH-000942                    HPB-ALL
940  ACH-000943                        RKO
941  ACH-000944                    NAMALWA
942  ACH-000945                   NCI-H650
943  ACH-000946                    HEC-265
944  ACH-000947                      OVK18
945  ACH-000948                   23132/87
946  ACH-000949                  TGBC11TKB
947  ACH-000950                       LoVo
948  ACH-000951                  NCI-H2342
949  ACH-000952                 MDA PCa 2b
950  ACH-000953                     SUP-T1
951  ACH-000954                    HEC-1-A
952  ACH-000955                    SNU-407
953  ACH-000956                      22Rv1
954  ACH-000957                     LS 180
955  ACH-000958                       SW48
956  ACH-000959                     SNU-C4
957  ACH-000960                        Reh
958  ACH-000961 Ishikawa (Heraklio) 02 ER-
959  ACH-000962                     OC 314
960  ACH-000963                     CCK-81
961  ACH-000964                     MOLT-3
962  ACH-000965                     RL95-2
963  ACH-000966                     IGROV1
964  ACH-000967                    SNU-C2A
965  ACH-000968                   COLO 792
966  ACH-000969                       KM12
967  ACH-000970                     SNU-C5
968  ACH-000971                    HCT 116
969  ACH-000972                    HEC-151
970  ACH-000973                      639-V
971  ACH-000974                      SNG-M
972  ACH-000975                    HCC2450
973  ACH-000976                     HuCCT1
974  ACH-000977            LNCaP clone FGC
975  ACH-000978                         EN
976  ACH-000979                     DU 145
977  ACH-000980                  NCI-H1155
978  ACH-000981                     DND-41
979  ACH-000982                       GP2d
980  ACH-000983                     KCL-22
981  ACH-000984                      HEC-6
982  ACH-000985                     LS411N
983  ACH-000986                      HT115
984  ACH-000987                       MeWo
985  ACH-000988                    MFE-319
986  ACH-000989                    SNU-175
987  ACH-000990                    HEC-108
988  ACH-000991                     SNU-81
989  ACH-000992                    BICR 18
990  ACH-000993                    JHUEM-7
991  ACH-000994                     HEC-59
992  ACH-000995                     JURKAT
993  ACH-000996                    HEC-251
994  ACH-000997                     HCT-15
995  ACH-000998                       CW-2
996  ACH-000999                   SNU-1040
997  ACH-001000                     1321N1
998  ACH-001001                       143B
999  ACH-001002                      451Lu
1000 ACH-001007              A673STAG2KO16
1001 ACH-001008              A673STAG2KO45
1002 ACH-001009              A673STAG2NT14
1003 ACH-001010              A673STAG2NT23
1004 ACH-001015                      AZ521
1005 ACH-001016                     Becker
1006 ACH-001017                     BGC823
1007 ACH-001018                   BJ hTERT
1008 ACH-001020                      BT-16
1009 ACH-001021                        C3A
1010 ACH-001022                     CBAGPN
1011 ACH-001023                   CGTH-W-1
1012 ACH-001024                      CHL-1
1013 ACH-001028                    CHLA-06
1014 ACH-001029                    CHLA-10
1015 ACH-001030                   CHLA-218
1016 ACH-001031                   CHLA-266
1017 ACH-001032                    CHLA-32
1018 ACH-001033                    CHLA-57
1019 ACH-001034                     CHLA-9
1020 ACH-001035                    CHLA-99
1021 ACH-001036                   CMK-11-5
1022 ACH-001037                     CMK-86
1023 ACH-001038                  COG-E-352
1024 ACH-001039                   COLO 205
1025 ACH-001041                   CHL-1-DM
1026 ACH-001042                   COLO-704
1027 ACH-001043                   COLO 775
1028 ACH-001044                   COLO 818
1029 ACH-001045                   COLO 849
1030 ACH-001047                    COR-L51
1031 ACH-001048                     COV504
1032 ACH-001049                      CPC-N
1033 ACH-001050                     CW9019
1034 ACH-001052                       D384
1035 ACH-001053                       D425
1036 ACH-001054                       D458
1037 ACH-001055                       D556
1038 ACH-001057                     DERL-2
1039 ACH-001059                         DL
1040 ACH-001060                      DL-40
1041 ACH-001061                      DLD-1
1042 ACH-001063                      DOV13
1043 ACH-001064                       EB-2
1044 ACH-001065                     Evsa-T
1045 ACH-001066                    EWS-834
1046 ACH-001067                         F5
1047 ACH-001068                      FE-PD
1048 ACH-001071                     GLC-82
1049 ACH-001072                       GR-M
1050 ACH-001075                   NCI-H292
1051 ACH-001079                    HCC1897
1052 ACH-001081                    HCC2998
1053 ACH-001084                      HCT-8
1054 ACH-001086                       HeLa
1055 ACH-001087                       HK-2
1056 ACH-001088                      HLC-1
1057 ACH-001089                        HLE
1058 ACH-001090                         HN
1059 ACH-001091                      HRT18
1060 ACH-001093                   Hs 604.T
1061 ACH-001094                       HTK-
1062 ACH-001096                         JR
1063 ACH-001097                  KARPAS384
1064 ACH-001098                   KCI-MOH1
1065 ACH-001099                         KD
1066 ACH-001100                     KHYG-1
1067 ACH-001101                      KLM-1
1068 ACH-001106                     KOPN-8
1069 ACH-001107                      KP-1N
1070 ACH-001109                  KP-MRT-RY
1071 ACH-001111                        L82
1072 ACH-001113                 LC-1/sq-SF
1073 ACH-001118                      M059J
1074 ACH-001119                     Mac-2A
1075 ACH-001121                       MEC2
1076 ACH-001122                      MKL-1
1077 ACH-001123                      MKL-2
1078 ACH-001125                  MOG-G-CCM
1079 ACH-001126                  MOG-G-UVW
1080 ACH-001127                     MOLT-4
1081 ACH-001128                        MON
1082 ACH-001129                 MONO-MAC-1
1083 ACH-001130                     MOTN-1
1084 ACH-001131                       MS-1
1085 ACH-001132                        MTA
1086 ACH-001134                       MYLA
1087 ACH-001136                   NCI-H187
1088 ACH-001137                  NCI-H1993
1089 ACH-001138                  NCI-H2141
1090 ACH-001142                    NHAHTDD
1091 ACH-001143                        NKL
1092 ACH-001144                      OC315
1093 ACH-001145                     OC 316
1094 ACH-001146                   OCI-Ly10
1095 ACH-001147                   OCI-Ly12
1096 ACH-001148                   OCILY-13
1097 ACH-001150                    OUMS-27
1098 ACH-001151                    OVCAR-5
1099 ACH-001162                       PCM6
1100 ACH-001163           CCLF_PEDS_0001_T
1101 ACH-001164           CCLF_PEDS_0003_T
1102 ACH-001170                       PeTa
1103 ACH-001171                       PL45
1104 ACH-001172                   U-251 MG
1105 ACH-001175                      RCC-4
1106 ACH-001182                  RPMI 6666
1107 ACH-001183                   RT112/84
1108 ACH-001184                   SCMC-RM2
1109 ACH-001188                    SH-SY5Y
1110 ACH-001189                    SJRH-30
1111 ACH-001190                   SK-MEL-2
1112 ACH-001192                   SK-NEP-1
1113 ACH-001193                   SK-PN-DW
1114 ACH-001194                   SK-RC-31
1115 ACH-001196                    SMS-CTR
1116 ACH-001197                      SMZ-1
1117 ACH-001198                      SNB19
1118 ACH-001199                     SNUC2B
1119 ACH-001200                   STM91-01
1120 ACH-001201                  SU-MB-002
1121 ACH-001203                    SUP-HD1
1122 ACH-001205                      TC-32
1123 ACH-001206                    TTC-466
1124 ACH-001207                   TIG-3 TD
1125 ACH-001208                      TK-10
1126 ACH-001210                   TTC-1240
1127 ACH-001211                    TTC-549
1128 ACH-001212                    TTC-642
1129 ACH-001214                   U-138 MG
1130 ACH-001224                    UM-RC-2
1131 ACH-001225                           
1132 ACH-001227               UPCI-SCC-090
1133 ACH-001228               UPCI-SCC-152
1134 ACH-001229               UPCI-SCC-154
1135 ACH-001230                       UT-7
1136 ACH-001232                      UW228
1137 ACH-001233                   VMRC-LCD
1138 ACH-001234                   VMRC-LCP
1139 ACH-001239                   WM-266-4
1140 ACH-001249                      YMB-1
1141 ACH-001270                    1273/99
1142 ACH-001272                       Fuji
1143 ACH-001274                      SW982
1144 ACH-001275                       SYO1
1145 ACH-001277                     Yamato
1146 ACH-001278                     BIN-67
1147 ACH-001279                   SCCOHT-1
1148 ACH-001280                    SCS-214
1149 ACH-001282                    CHLA258
1150 ACH-001283                     TC-106
1151 ACH-001289                 COG-AR-359
1152 ACH-001295                       Y-79
1153 ACH-001300                     CHLA15
1154 ACH-001301                    COGN278
1155 ACH-001302                  COG-N-305
1156 ACH-001303                    NB-1643
1157 ACH-001306                      8305C
1158 ACH-001307                      8505C
1159 ACH-001310                       HA1E
1160 ACH-001318                  PLC/PRF/5
1161 ACH-001321                         TT
1162 ACH-001322                      CME-1
1163 ACH-001328                      A-431
1164 ACH-001329                   ANGM-CSS
1165 ACH-001331                    BICR 10
1166 ACH-001332                    BICR 78
1167 ACH-001333                     C-33 A
1168 ACH-001334                      C-4 I
1169 ACH-001335                     C-4 II
1170 ACH-001336                     Ca Ski
1171 ACH-001338                    CHP-134
1172 ACH-001339                   Colo 794
1173 ACH-001340                    COV413A
1174 ACH-001341                 DoTc2 4510
1175 ACH-001344                    GI-ME-N
1176 ACH-001345                       GP5d
1177 ACH-001346                       H103
1178 ACH-001347                       H157
1179 ACH-001350                     HTC-C3
1180 ACH-001353                   JOPACA-1
1181 ACH-001354                      LAN-2
1182 ACH-001355                      LAN-6
1183 ACH-001356                       MB-1
1184 ACH-001357                    MCF 10A
1185 ACH-001358                 MDA-MB-330
1186 ACH-001359                     ME-180
1187 ACH-001360                      MS751
1188 ACH-001362                  NCI-H1770
1189 ACH-001363                  NCI-H2135
1190 ACH-001364                   NCI-H345
1191 ACH-001365                   NCI-H847
1192 ACH-001366                        NGP
1193 ACH-001367                        NMB
1194 ACH-001368                   OAC-M5.1
1195 ACH-001369                    OCI-C5x
1196 ACH-001370                    OCI-P5x
1197 ACH-001373                      OV17R
1198 ACH-001374                 PA-1 [PA1]
1199 ACH-001375                 PACADD-119
1200 ACH-001376                 PACADD-135
1201 ACH-001377                 PACADD-137
1202 ACH-001378                 PACADD-159
1203 ACH-001379                 PACADD-161
1204 ACH-001380                 PACADD-165
1205 ACH-001382                 PACADD-188
1206 ACH-001383                     PWR-1E
1207 ACH-001384                   RO82-W-1
1208 ACH-001385                  RPMI 2650
1209 ACH-001386                   SCLC-22H
1210 ACH-001388                  SUM-102PT
1211 ACH-001389                SUM-1315MO2
1212 ACH-001390                  SUM-149PT
1213 ACH-001391                  SUM-159PT
1214 ACH-001392                  SUM-185PE
1215 ACH-001393                  SUM-190PT
1216 ACH-001394                  SUM-229PE
1217 ACH-001395                   SUM-44PE
1218 ACH-001396                   SUM-52PE
1219 ACH-001397                  SUM225CWN
1220 ACH-001398                     SW 156
1221 ACH-001399                     SW 626
1222 ACH-001400                     SW 954
1223 ACH-001401                      SW-13
1224 ACH-001402                      SW756
1225 ACH-001403                       TO14
1226 ACH-001407                   UM-UC-13
1227 ACH-001408                   UM-UC-14
1228 ACH-001409                   UM-UC-16
1229 ACH-001410                    UM-UC-4
1230 ACH-001411                    UM-UC-5
1231 ACH-001412                   UM-UC-10
1232 ACH-001413                   UM-UC-11
1233 ACH-001414                    UM-UC-6
1234 ACH-001415                     UM-UC7
1235 ACH-001416                     UM-UC9
1236 ACH-001417                     UMC-11
1237 ACH-001418                   UWB1.289
1238 ACH-001419                      VP229
1239 ACH-001421                  WERI-Rb-1
1240 ACH-001422                  WPE1-NA22
1241 ACH-001430                      TC138
1242 ACH-001431                      TC205
1243 ACH-001433           CCLF_PEDS_0008_T
1244 ACH-001441                       92-1
1245 ACH-001442                       A388
1246 ACH-001443                      ASH-3
1247 ACH-001450                     BLUE-1
1248 ACH-001451                       BOKU
1249 ACH-001452                   BONNA-12
1250 ACH-001453                      BPH-1
1251 ACH-001454                        C10
1252 ACH-001456                     C125PM
1253 ACH-001458                        C75
1254 ACH-001459                        C80
1255 ACH-001460                        C84
1256 ACH-001461                        C99
1257 ACH-001481                    CHLA-90
1258 ACH-001484                         CI
1259 ACH-001485                        CII
1260 ACH-001489                    COR-L32
1261 ACH-001490                   COR-L321
1262 ACH-001494                      EGI-1
1263 ACH-001495                     EMTOKA
1264 ACH-001496                      ESO26
1265 ACH-001497                      ESO51
1266 ACH-001498                     Farage
1267 ACH-001500                      FLO-1
1268 ACH-001509                       H357
1269 ACH-001510                       H376
1270 ACH-001511                       H413
1271 ACH-001513                      HCA-1
1272 ACH-001514                    HCC1008
1273 ACH-001515                      HCS-2
1274 ACH-001516                     HCSC-1
1275 ACH-001517                      HEC-1
1276 ACH-001518                    HEC-116
1277 ACH-001519                   H-EMC-SS
1278 ACH-001520                       HG-3
1279 ACH-001521                      HKA-1
1280 ACH-001522                      HMY-1
1281 ACH-001523                      HSC-1
1282 ACH-001524                      HSC-5
1283 ACH-001525                       HT-3
1284 ACH-001526                       HuO9
1285 ACH-001528                      IHH-4
1286 ACH-001529                        JAR
1287 ACH-001530                      JEG-3
1288 ACH-001532                  JMU-RTK-2
1289 ACH-001533                KARPAS 1718
1290 ACH-001536                    KKU-100
1291 ACH-001538                    KKU-213
1292 ACH-001539                      KML-1
1293 ACH-001540                     KMLS-1
1294 ACH-001541                   KMS-28PE
1295 ACH-001542                        KON
1296 ACH-001543                     KOSC-2
1297 ACH-001544                     KYAE-1
1298 ACH-001547                       LO68
1299 ACH-001548                         LS
1300 ACH-001549                     Lu-135
1301 ACH-001550                      MCC13
1302 ACH-001551                    MCC14/2
1303 ACH-001552                      MCC26
1304 ACH-001554                    mel-202
1305 ACH-001555                    Mero-14
1306 ACH-001556                    Mero-25
1307 ACH-001557                    Mero-41
1308 ACH-001558                   Mero-48a
1309 ACH-001559                    Mero-82
1310 ACH-001560                    Mero-83
1311 ACH-001561                    Mero-84
1312 ACH-001562                    Mero-95
1313 ACH-001563                      MM127
1314 ACH-001566                      MM370
1315 ACH-001567                      MM383
1316 ACH-001568                      MM386
1317 ACH-001569                      MM415
1318 ACH-001570                      MM426
1319 ACH-001573                     MOLM-1
1320 ACH-001574                    MOLM-14
1321 ACH-001577                     MUTZ-8
1322 ACH-001578                      NCCIT
1323 ACH-001591                  NCI-H1417
1324 ACH-001599                    NCI-H64
1325 ACH-001603                      NH-12
1326 ACH-001605                      no.10
1327 ACH-001606                      no.11
1328 ACH-001607                        NOZ
1329 ACH-001608                       NP 2
1330 ACH-001609                       NP 3
1331 ACH-001610                       NP 5
1332 ACH-001611                       NP 8
1333 ACH-001613                   OCI-AML4
1334 ACH-001616                   OCI-LY18
1335 ACH-001617                    OCI-LY7
1336 ACH-001618                     OCI-M2
1337 ACH-001619                     OCUG-1
1338 ACH-001622                     Onda 7
1339 ACH-001623                     Onda 8
1340 ACH-001624                     Onda 9
1341 ACH-001625                     OSC-19
1342 ACH-001626                     OSC-20
1343 ACH-001627                       P4E6
1344 ACH-001628                       PEA1
1345 ACH-001630                       PEO1
1346 ACH-001632                       PEO4
1347 ACH-001634                      PGA-1
1348 ACH-001636                      Ramos
1349 ACH-001638                      RC-K8
1350 ACH-001639                     ROS-50
1351 ACH-001641                        SAT
1352 ACH-001642                      SCC-3
1353 ACH-001645                       SEKI
1354 ACH-001647                      SHI-1
1355 ACH-001648                    Shmac 4
1356 ACH-001649                    Shmac 5
1357 ACH-001650                       SISO
1358 ACH-001651                      SKG-I
1359 ACH-001652                     SKG-II
1360 ACH-001653                    SK-GT-2
1361 ACH-001654                    SK-GT-4
1362 ACH-001655                        SKN
1363 ACH-001656                     SKNO-1
1364 ACH-001664                    SNU-638
1365 ACH-001668                       SUSA
1366 ACH-001669                     TANOUE
1367 ACH-001670                      TASK1
1368 ACH-001673                      TFK-1
1369 ACH-001674                        TGW
1370 ACH-001675                      TR146
1371 ACH-001677                     U-2904
1372 ACH-001680                    U-698-M
1373 ACH-001685                      U-HO1
1374 ACH-001687                    UM-RC-3
1375 ACH-001688                    UM-RC-7
1376 ACH-001690               UPCI-SCC-026
1377 ACH-001691              UPCI-SCC-029A
1378 ACH-001692               UPCI-SCC-040
1379 ACH-001694               UPCI-SCC-074
1380 ACH-001696               UPCI-SCC-111
1381 ACH-001698               UPCI-SCC-116
1382 ACH-001699               UPCI-SCC-131
1383 ACH-001701               UPCI-SCC-200
1384 ACH-001702                   VA-ES-BJ
1385 ACH-001703                        VAL
1386 ACH-001704                  VMRC-MELG
1387 ACH-001707                    WA-OSEL
1388 ACH-001709                    WSU-NHL
1389 ACH-001711                     PFSK-1
1390 ACH-001712                   Hs 860.T
1391 ACH-001715                     CAL-72
1392 ACH-001716                       GOTO
1393 ACH-001719                    OCI-C4P
1394 ACH-001735                      SEMK2
1395 ACH-001736                     HB1119
1396 ACH-001737                   CTV-1-DM
1397 ACH-001738                   CCRF-CEM
1398 ACH-001740                       RH28
1399 ACH-001743                        RC2
1400 ACH-001745                       RhJT
1401 ACH-001750                     TTC442
1402 ACH-001751                       Rh36
1403 ACH-001765                        Rh4
1404 ACH-001767           CCLF_PEDS_0018_T
1405 ACH-001786                   SNU-1544
1406 ACH-001791                       LPS6
1407 ACH-001793                      LPS27
1408 ACH-001794                     93T449
1409 ACH-001795                     94T778
1410 ACH-001796                    95T1000
1411 ACH-001799                     LPS141
1412 ACH-001802                     LPS853
1413 ACH-001804                     LPS510
1414 ACH-001807                     LPS067
1415 ACH-001814                      OS252
1416 ACH-001818                       C396
1417 ACH-001819                    MFM-223
1418 ACH-001820                   COLO 824
1419 ACH-001825                      SW527
1420 ACH-001827                      184B5
1421 ACH-001834                      ICC10
1422 ACH-001835                    ICC10-6
1423 ACH-001836                    ICC10-8
1424 ACH-001838                      ICC12
1425 ACH-001839                    ICC13-7
1426 ACH-001841                      ICC15
1427 ACH-001842                       ICC2
1428 ACH-001843                       ICC3
1429 ACH-001844                       ICC4
1430 ACH-001845                       ICC5
1431 ACH-001846                       ICC6
1432 ACH-001848                       ICC8
1433 ACH-001849                       ICC9
1434 ACH-001850                       G415
1435 ACH-001852                    HKGZ-CC
1436 ACH-001853                     KMCH-1
1437 ACH-001856                        RBE
1438 ACH-001857                      SG231
1439 ACH-001858                     SSP-25
1440 ACH-001861                   TGBC1TKB
1441 ACH-001862                  TGBC52TKB
1442 ACH-001863                       TKKK
1443 ACH-001864                      YSCCC
1444 ACH-001958                        MS1
1445 ACH-001959                    CC-LP-1
1446 ACH-001960                    CC-SW-1
1447 ACH-001961                        GB2
1448 ACH-001970                      MM253
1449 ACH-001973                      MM485
1450 ACH-001977                       NO36
1451 ACH-001982                       NZM3
1452 ACH-001986                      NZM42
1453 ACH-001990                       NZM7
1454 ACH-001991                      NZOV9
1455 ACH-001992                      ONE58
1456 ACH-001993                    NALM-16
1457 ACH-001997                       ECC2
1458 ACH-001999                  950-5-BIK
1459 ACH-002001              A375 SKIN CJ1
1460 ACH-002002              A375 SKIN CJ2
1461 ACH-002003              A375 SKIN CJ3
1462 ACH-002004            UACC62 SKIN CJ1
1463 ACH-002005                  SK-MEL-19
1464 ACH-002011                       MP46
1465 ACH-002014                     Mel270
1466 ACH-002015                     Mel285
1467 ACH-002016                     Mel290
1468 ACH-002017                       Omm1
1469 ACH-002018                     Omm2.5
1470 ACH-002019                      HOKUG
1471 ACH-002020                   SKG-IIIa
1472 ACH-002021                      T3M-3
1473 ACH-002023                  TGBC18TKB
1474 ACH-002024                       ECC4
1475 ACH-002025                     TT1TKB
1476 ACH-002026                       HHUA
1477 ACH-002027                     HOUA-I
1478 ACH-002029                        SAS
1479 ACH-002035                      LCAM1
1480 ACH-002038                      HSKTC
1481 ACH-002039                       PK-8
1482 ACH-002040                     HMV-II
1483 ACH-002041                      HOTHC
1484 ACH-002042                      T3M-5
1485 ACH-002043                     Ca9-22
1486 ACH-002044                     HSQ-89
1487 ACH-002045                   HO-1-u-1
1488 ACH-002046                      HTMMT
1489 ACH-002048                     RMS-YM
1490 ACH-002051                   Lu-134-A
1491 ACH-002052                     Lu-139
1492 ACH-002055                       TL-1
1493 ACH-002058                      ATN-1
1494 ACH-002059                    P30/OHK
1495 ACH-002061                 P2UR/K-562
1496 ACH-002062                       SLVL
1497 ACH-002065                     HS-PSS
1498 ACH-002066                   HS-Sch-2
1499 ACH-002067                      NOS-1
1500 ACH-002069                    HS-Os-1
1501 ACH-002070                      HKBMM
1502 ACH-002077                     Lu-165
1503 ACH-002080                       TN-2
1504 ACH-002083                       NB69
1505 ACH-002084                       MMAc
1506 ACH-002085                   HS-SY-II
1507 ACH-002089                       201T
1508 ACH-002090                   BB65-RCC
1509 ACH-002091                     CAL-39
1510 ACH-002092                   CHSA0011
1511 ACH-002093                   CHSA0108
1512 ACH-002094                   CHSA8926
1513 ACH-002095                   COR-L303
1514 ACH-002096                 CP50-MEL-B
1515 ACH-002097                   CP66-MEL
1516 ACH-002098                   CP67-MEL
1517 ACH-002099                        CS1
1518 ACH-002100                      DJM-1
1519 ACH-002101                  EMC-BAC-1
1520 ACH-002102                  EMC-BAC-2
1521 ACH-002103                        ES1
1522 ACH-002104                        ES3
1523 ACH-002105                        ES4
1524 ACH-002106                        ES5
1525 ACH-002107                        ES6
1526 ACH-002108                        ES7
1527 ACH-002109                        ES8
1528 ACH-002110                       EW-1
1529 ACH-002111                      EW-11
1530 ACH-002112                      EW-12
1531 ACH-002113                      EW-13
1532 ACH-002114                      EW-16
1533 ACH-002115                      EW-18
1534 ACH-002116                      EW-22
1535 ACH-002117                      EW-24
1536 ACH-002118                       EW-3
1537 ACH-002119                       EW-7
1538 ACH-002120                        GAK
1539 ACH-002121                      G-MEL
1540 ACH-002122                     GT3TKB
1541 ACH-002123                      H2369
1542 ACH-002124                      H2373
1543 ACH-002125                      H2461
1544 ACH-002126                      H2591
1545 ACH-002127                      H2595
1546 ACH-002128                      H2722
1547 ACH-002129                      H2731
1548 ACH-002130                      H2795
1549 ACH-002131                      H2803
1550 ACH-002132                      H2804
1551 ACH-002133                      H2810
1552 ACH-002134                      H2818
1553 ACH-002135                      H2869
1554 ACH-002136                       H290
1555 ACH-002138                       H513
1556 ACH-002139                    HA7-RCC
1557 ACH-002140                        Hey
1558 ACH-002141                     HSC-39
1559 ACH-002142                    HuO-3N1
1560 ACH-002143                   IST-MEL1
1561 ACH-002144                    IST-SL1
1562 ACH-002145                    IST-SL2
1563 ACH-002146                     JHOS-3
1564 ACH-002147                         K2
1565 ACH-002148                         K5
1566 ACH-002149                        KGN
1567 ACH-002150                 LB1047-RCC
1568 ACH-002151                 LB2241-RCC
1569 ACH-002152                 LB2518-MEL
1570 ACH-002153                LB373-MEL-D
1571 ACH-002154                 LB647-SCLC
1572 ACH-002155                  LB996-RCC
1573 ACH-002156                    LC-1-sq
1574 ACH-002157                    LC-2-ad
1575 ACH-002158                     LU-99A
1576 ACH-002159                        M14
1577 ACH-002160                     MC-IXC
1578 ACH-002161                      MKN28
1579 ACH-002162                    MMAC-SF
1580 ACH-002163                   MRK-nu-1
1581 ACH-002164                     MZ1-PC
1582 ACH-002165                    MZ2-MEL
1583 ACH-002166                    MZ7-mel
1584 ACH-002167                     NCC010
1585 ACH-002168                     NCC021
1586 ACH-002169                  NCI-H1304
1587 ACH-002170                  NCI-H1688
1588 ACH-002171                   NCI-H250
1589 ACH-002172                  NCI-H322M
1590 ACH-002173                   NCI-H378
1591 ACH-002174                   NCI-H720
1592 ACH-002175                   NCI-H740
1593 ACH-002177                   NCI-H835
1594 ACH-002178                         NY
1595 ACH-002179                     OCUB-M
1596 ACH-002180                      OMC-1
1597 ACH-002181                    OVCA420
1598 ACH-002182                    OVCA433
1599 ACH-002183                      OVMIU
1600 ACH-002184               PC-3_[JPC-3]
1601 ACH-002185                       PL18
1602 ACH-002186                        PL4
1603 ACH-002187                     RCC-AB
1604 ACH-002188                     RCC-ER
1605 ACH-002189                    RCC-FG2
1606 ACH-002190                     RCC-JF
1607 ACH-002191                     RCC-JW
1608 ACH-002192                     RCC-MF
1609 ACH-002193                 RERF-LC-FM
1610 ACH-002195                     RXF393
1611 ACH-002196                      SBC-1
1612 ACH-002197                      SBC-3
1613 ACH-002198                        SCH
1614 ACH-002199                      SN12C
1615 ACH-002200                      SW962
1616 ACH-002201                     TC-YIK
1617 ACH-002202                      TMK-1
1618 ACH-002204                      U-CH2
1619 ACH-002205                    WM1552C
1620 ACH-002206                      WM278
1621 ACH-002207                       WM35
1622 ACH-002208                    YMB-1-E
1623 ACH-002209                     ALL-PO
1624 ACH-002210                     ARH-77
1625 ACH-002211                     BALL-1
1626 ACH-002212                   BB30-HNC
1627 ACH-002213                   BB49-HNC
1628 ACH-002214                       BC-1
1629 ACH-002215                       BC-3
1630 ACH-002216                      BE-13
1631 ACH-002217                    BE2-M17
1632 ACH-002218                       CESS
1633 ACH-002219               COLO-320-HSR
1634 ACH-002220                    CRO-AP2
1635 ACH-002221                      CTB-1
1636 ACH-002222                      CTV-1
1637 ACH-002223                    D-245MG
1638 ACH-002224                    D-247MG
1639 ACH-002225                    D-263MG
1640 ACH-002226                    D-336MG
1641 ACH-002227                    D-392MG
1642 ACH-002228                    D-423MG
1643 ACH-002229                    D-502MG
1644 ACH-002230                    D-542MG
1645 ACH-002231                    D-566MG
1646 ACH-002232                      DG-75
1647 ACH-002233                       DIFI
1648 ACH-002234                        DOK
1649 ACH-002235                       DSH1
1650 ACH-002236                       EB-3
1651 ACH-002237                      ETK-1
1652 ACH-002238                      GR-ST
1653 ACH-002239                      H3118
1654 ACH-002240                         H9
1655 ACH-002241                     HAL-01
1656 ACH-002242                       HC-1
1657 ACH-002243                      HCE-4
1658 ACH-002244                   HO-1-N-1
1659 ACH-002245                     Hs-445
1660 ACH-002246                   Hs 633.T
1661 ACH-002247                       IM-9
1662 ACH-002248                      IMR-5
1663 ACH-002249                    JHU-011
1664 ACH-002250                    JHU-022
1665 ACH-002251                    JHU-029
1666 ACH-002252               JiyoyeP-2003
1667 ACH-002253                      JSC-1
1668 ACH-002254               KARPAS-1106P
1669 ACH-002255                 KARPAS-231
1670 ACH-002256                  KARPAS-45
1671 ACH-002257                    KINGS-1
1672 ACH-002258                     KMOE-2
1673 ACH-002259                  KNS-81-FD
1674 ACH-002261                    KP-N-YS
1675 ACH-002262                      KY821
1676 ACH-002263                   KYSE-220
1677 ACH-002264                    KYSE-50
1678 ACH-002265                  LB771-HNC
1679 ACH-002266                  LB831-BLC
1680 ACH-002267                      LC4-1
1681 ACH-002268                     LN-405
1682 ACH-002269                  LNZTA3WT4
1683 ACH-002270                     MC-CAR
1684 ACH-002271                    MFH-ino
1685 ACH-002272                 MHH-PREB-1
1686 ACH-002273                       ML-2
1687 ACH-002274                       MLMA
1688 ACH-002275                      MN-60
1689 ACH-002276                     MY-M12
1690 ACH-002277                 NB(TU)1-10
1691 ACH-002278                       NB10
1692 ACH-002279                       NB12
1693 ACH-002280                       NB13
1694 ACH-002281                       NB14
1695 ACH-002282                       NB17
1696 ACH-002283                        NB5
1697 ACH-002284                        NB6
1698 ACH-002285                        NB7
1699 ACH-002286                   NCI-H128
1700 ACH-002287                   NCI-H630
1701 ACH-002288                       NEC8
1702 ACH-002289                    NK-92MI
1703 ACH-002290                      NKM-1
1704 ACH-002291              NTERA-2 cl.D1
1705 ACH-002292                     OACp4C
1706 ACH-002293                    P32-ISH
1707 ACH-002294                    PCI-15A
1708 ACH-002295                     PCI-30
1709 ACH-002296                     PCI-38
1710 ACH-002297                     PCI-4B
1711 ACH-002298                     PCI-6A
1712 ACH-002299                   QIMR-WIL
1713 ACH-002300             Ramos-2G6-4C10
1714 ACH-002301                      RF-48
1715 ACH-002302                  RPMI-8866
1716 ACH-002304                    SK-MG-1
1717 ACH-002305                      SKN-3
1718 ACH-002306                   STS-0421
1719 ACH-002307                  SU-DHL-16
1720 ACH-002308                     SUP-B8
1721 ACH-002309                      SW684
1722 ACH-002310                      SW872
1723 ACH-002311                      TE-12
1724 ACH-002312                  TGBC24TKB
1725 ACH-002313                         TK
1726 ACH-002314                        TUR
1727 ACH-002316                    WIL2-NS
1728 ACH-002317                         YT
1729 ACH-002319                      184A1
1730 ACH-002320                     600MPE
1731 ACH-002321                     HBL100
1732 ACH-002322                    HCC2185
1733 ACH-002323                    HCC2688
1734 ACH-002324                    HCC3153
1735 ACH-002325                        LY2
1736 ACH-002326                     MACLS2
1737 ACH-002327                     MCF12A
1738 ACH-002328                        MX1
1739 ACH-002329                      SKBR5
1740 ACH-002330                      SKBR7
1741 ACH-002331                      ZR75B
1742 ACH-002332                     GISTT1
1743 ACH-002333                   HCC827GR
1744 ACH-002334                       SS1A
1745 ACH-002336                       HCET
1746 ACH-002337                     JHU028
1747 ACH-002338                    M980513
1748 ACH-002339                        MOT
1749 ACH-002340                    NBSUSSR
1750 ACH-002342                    BB30PBL
1751 ACH-002343                    BB49EBV
1752 ACH-002344                    BB65EBV
1753 ACH-002345                      CaR-1
1754 ACH-002346                    CP50EBV
1755 ACH-002347                    CP66EBV
1756 ACH-002348              HSJD-DIPG-007
1757 ACH-002349                     GBM001
1758 ACH-002350                     HA7EBV
1759 ACH-002351                       L542
1760 ACH-002352                  LB1047EBV
1761 ACH-002353                  LB2241EBV
1762 ACH-002354                  LB2518EBV
1763 ACH-002355                   LB373EBV
1764 ACH-002356                   LB647PBL
1765 ACH-002357                   LB771PBL
1766 ACH-002358                   LB831EBV
1767 ACH-002360                       MZ1B
1768 ACH-002361                       MZ7B
1769 ACH-002362                   NCIBL128
1770 ACH-002363                  NCIBL1395
1771 ACH-002364                  NCIBL1437
1772 ACH-002365                  NCIBL1770
1773 ACH-002366                  NCIBL2009
1774 ACH-002367                  NCIBL2052
1775 ACH-002368                  NCIBL2087
1776 ACH-002369                   NCIBL209
1777 ACH-002370                  NCIBL2122
1778 ACH-002371                  NCIBL2126
1779 ACH-002372                  NCIBL2171
1780 ACH-002373                  HCC1187BL
1781 ACH-002374                  HCC1599BL
1782 ACH-002375                  HCC1937BL
1783 ACH-002376                 LS1034-PBL
1784 ACH-002377                    HCC38BL
1785 ACH-002378                 HCC1143-BL
1786 ACH-002379                     J82EBV
1787 ACH-002380                  COLO829BL
1788 ACH-002381                  HCC2157BL
1789 ACH-002382                  HCC1395BL
1790 ACH-002383                  HCC2218BL
1791 ACH-002384                  HCC1954BL
1792 ACH-002386                     M00921
1793 ACH-002387                   M1203273
1794 ACH-002388                      MET2B
1795 ACH-002389                        ACN
1796 ACH-002392                       SC-1
1797 ACH-002397                      KMH-2
1798 ACH-002399                       21NT
1799 ACH-002446           CCLF_UPGI_0005_T
1800 ACH-002458             HT144 SKIN FV1
1801 ACH-002459             HT144 SKIN FV3
1802 ACH-002460             HT144 SKIN FV2
1803 ACH-002461            RVH421 SKIN FV1
1804 ACH-002462                  RPE1-ss48
1805 ACH-002463                  RPE1-ss77
1806 ACH-002464                   RPE1-ss6
1807 ACH-002465                 RPE1-ss119
1808 ACH-002466                 RPE1-ss111
1809 ACH-002467                  RPE1-ss51
1810 ACH-002471                     PSS008
1811 ACH-002475                       HAP1
1812 ACH-002485                    MAVER-1
1813 ACH-002486                     MES-OV
1814 ACH-002508                     WM3211
1815 ACH-002509                     WM4235
1816 ACH-002510                    M040416
1817 ACH-002511                    M140325
1818 ACH-002512                   MM160113
1819 ACH-002523                    SNU-739
1820 ACH-002526                   SNU-1327
1821 ACH-002531                   SNU-2535
1822 ACH-002647                      CCC-5
1823 ACH-002650                   ETCC-016
1824 ACH-002654                    JVE-015
1825 ACH-002659                    JVE-127
1826 ACH-002664                    JVE-253
1827 ACH-002669                    KP-363T
1828 ACH-002672                MAPAC-HS-77
1829 ACH-002680                  170-MG-BA
1830 ACH-002687                    WM3772F
1831 ACH-002693                       S462
1832 ACH-002710                  MPNST-724
1833 ACH-002730           CCLF_UPGI_0009_T
1834 ACH-002733           CCLF_UPGI_0040_T
1835 ACH-002736           CCLF_UPGI_0052_T
1836 ACH-002738                  PANFR0420
1837 ACH-002742                  PANFR0233
1838 ACH-002743                  PANFR0368
1839 ACH-002744                  PANFR0402
1840 ACH-002745                  PANFR0069
1841 ACH-002757           CCLF_UPGI_0068_T
1842 ACH-002785                NCC-LMS1-C1
1843 ACH-002799              NCC-MPNST1-C1
1844 ACH-002800              NCC-MPNST2-C1
1845 ACH-002834                    PSS131R
1846 ACH-002835           CCLF_UPGI_0011_T
1847 ACH-002837           CCLF_UPGI_0015_T
1848 ACH-002839           CCLF_CORE_0002_T
1849 ACH-002847               YUHOIN 06-50
1850 ACH-002871           CCLF_UPGI_0054_T
1851 ACH-002883                 IPM-BO-053
1852 ACH-002884                 IPM-BO-055
1853 ACH-002885                 IPM-BO-056
1854 ACH-002922                    SK-N-MM
1855 ACH-002926                      UPMD1
1856 ACH-002950                      NH93T
1857 ACH-002951                      NH84T
1858 ACH-002954           CCLF_UPGI_0012_T
1859 ACH-002967           CCLF_UPGI_0036_T
1860 ACH-002968           CCLF_UPGI_0041_T
1861 ACH-002972           CCLF_UPGI_0085_T
1862 ACH-002979           CCLF_UPGI_0101_T
1863 ACH-002981           CCLF_UPGI_0027_T
1864 ACH-003071                   NCI-H748